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<div class="title">depthwise_convolution_quantized.cl</div>  </div>
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<a href="depthwise__convolution__quantized_8cl.xhtml">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="comment">/*</span></div><div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="comment"> * Copyright (c) 2017-2018 ARM Limited.</span></div><div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="comment"> * SPDX-License-Identifier: MIT</span></div><div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="comment"> * Permission is hereby granted, free of charge, to any person obtaining a copy</span></div><div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="comment"> * of this software and associated documentation files (the &quot;Software&quot;), to</span></div><div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="comment"> * deal in the Software without restriction, including without limitation the</span></div><div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="comment"> * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or</span></div><div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="comment"> * sell copies of the Software, and to permit persons to whom the Software is</span></div><div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="comment"> * furnished to do so, subject to the following conditions:</span></div><div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="comment"> * The above copyright notice and this permission notice shall be included in all</span></div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="comment"> * copies or substantial portions of the Software.</span></div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="comment"> * THE SOFTWARE IS PROVIDED &quot;AS IS&quot;, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment"> * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,</span></div><div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="comment"> * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE</span></div><div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="comment"> * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER</span></div><div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="comment"> * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,</span></div><div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="comment"> * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE</span></div><div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="comment"> * SOFTWARE.</span></div><div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;</div><div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="helpers__asymm_8h.xhtml">helpers_asymm.h</a>&quot;</span></div><div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;</div><div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#if defined(WEIGHTS_OFFSET) &amp;&amp; defined(INPUT_OFFSET) &amp;&amp; defined(K_OFFSET) &amp;&amp; defined(OUTPUT_OFFSET) &amp;&amp; defined(OUTPUT_MULTIPLIER) &amp;&amp; defined(OUTPUT_SHIFT)</span></div><div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div><div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#if defined(FUSED_ACTIVATION)</span></div><div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#define DATA_TYPE uchar</span></div><div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#ifndef VEC_SIZE</span></div><div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#define VEC_SIZE 8</span></div><div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* VEC_SIZE */</span><span class="preprocessor"></span></div><div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="activation__layer__qa8_8cl.xhtml">activation_layer_qa8.cl</a>&quot;</span></div><div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#define ACTIVATION_FUNC(x) PERFORM_ACTIVATION_QA8(FUSED_ACTIVATION, x)</span></div><div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(FUSED_ACTIVATION) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#define ACTIVATION_FUNC(x) (x)</span></div><div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(FUSED_ACTIVATION) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div><div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#if defined(CONV_STRIDE_Y) &amp;&amp; defined(CONV_STRIDE_X)</span></div><div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;</div><div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#if CONV_STRIDE_X &gt; 3</span></div><div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#error &quot;Stride X not supported&quot;</span></div><div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_X &gt; 3 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;</div><div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="preprocessor">#if CONV_STRIDE_X == 1</span></div><div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#define GET_VALUES(first_value, left, middle, right)                              \</span></div><div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="preprocessor">    ({                                                                            \</span></div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">        int8 temp0 = CONVERT(vload8(0, first_value), int8);                       \</span></div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="preprocessor">        int2 temp1 = CONVERT(vload2(0, (first_value + 8 * sizeof(uchar))), int2); \</span></div><div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;<span class="preprocessor">        \</span></div><div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;<span class="preprocessor">        left   = CONVERT(temp0.s01234567, int8);                                  \</span></div><div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="preprocessor">        middle = CONVERT((int8)(temp0.s1234, temp0.s567, temp1.s0), int8);        \</span></div><div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;<span class="preprocessor">        right  = CONVERT((int8)(temp0.s2345, temp0.s67, temp1.s01), int8);        \</span></div><div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="preprocessor">    })</span></div><div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="preprocessor">#elif CONV_STRIDE_X == 2</span></div><div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;<span class="preprocessor">#define GET_VALUES(first_value, left, middle, right)                     \</span></div><div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="preprocessor">    ({                                                                   \</span></div><div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;<span class="preprocessor">        int16 temp0 = CONVERT(vload16(0, first_value), int16);           \</span></div><div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="preprocessor">        int   temp1 = CONVERT(*(first_value + 16 * sizeof(uchar)), int); \</span></div><div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<span class="preprocessor">        \</span></div><div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;<span class="preprocessor">        left   = CONVERT(temp0.s02468ace, int8);                         \</span></div><div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;<span class="preprocessor">        middle = CONVERT(temp0.s13579bdf, int8);                         \</span></div><div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="preprocessor">        right  = CONVERT((int8)(temp0.s2468, temp0.sace, temp1), int8);  \</span></div><div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;<span class="preprocessor">    })</span></div><div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* CONV_STRIDE_X */</span><span class="preprocessor"></span></div><div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;<span class="preprocessor">#define GET_VALUES(first_value, left, middle, right)                                \</span></div><div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;<span class="preprocessor">    ({                                                                              \</span></div><div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;<span class="preprocessor">        int16 temp0 = CONVERT(vload16(0, first_value), int16);                      \</span></div><div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;<span class="preprocessor">        int8  temp1 = CONVERT(vload8(0, (first_value + 16 * sizeof(uchar))), int8); \</span></div><div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;<span class="preprocessor">        \</span></div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;<span class="preprocessor">        left   = CONVERT((int8)(temp0.s0369, temp0.scf, temp1.s25), int8);          \</span></div><div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;<span class="preprocessor">        middle = CONVERT((int8)(temp0.s147a, temp0.sd, temp1.s036), int8);          \</span></div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;<span class="preprocessor">        right  = CONVERT((int8)(temp0.s258b, temp0.se, temp1.s147), int8);          \</span></div><div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;<span class="preprocessor">    })</span></div><div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_X */</span><span class="preprocessor"></span></div><div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;</div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;__kernel <span class="keywordtype">void</span> depthwise_convolution_3x3_quantized_nchw(</div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;    <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a>),</div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;    <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>),</div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;    <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(weights)</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;#<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;    ,</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(biases)</div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;#endif <span class="comment">//defined(HAS_BIAS)</span></div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;)</div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;{</div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    <a class="code" href="struct_image.xhtml">Image</a>    <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a>     = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(src);</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    <a class="code" href="struct_image.xhtml">Image</a>    <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>     = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(dst);</div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> weights = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(weights);</div><div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> biases = <a class="code" href="helpers_8h.xhtml#a64d779f80eeb923e0ab2313433f7b40b">CONVERT_TO_VECTOR_STRUCT_NO_STEP</a>(biases);</div><div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;</div><div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    <span class="keywordtype">int</span> bias_value = *((__global <span class="keywordtype">int</span> *)(<a class="code" href="helpers_8h.xhtml#a7e4940407322d6f0ccb8b6b86b856019">vector_offset</a>(&amp;biases, get_global_id(2))));</div><div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;<span class="preprocessor">#endif //defined(HAS_BIAS)</span></div><div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;</div><div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;    src.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> -= (get_global_id(2) - get_global_id(2) / DEPTH_MULTIPLIER) * src_step_z;</div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;</div><div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;    uchar3 w0 = vload3(0, weights.<a class="code" href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * weights_stride_y);</div><div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    uchar3 w1 = vload3(0, weights.<a class="code" href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * weights_stride_y);</div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;    uchar3 w2 = vload3(0, weights.<a class="code" href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 2 * weights_stride_y);</div><div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;</div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;    int8 values0 = 0;</div><div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;    int8 sum0    = 0;</div><div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    int8 values1 = 0;</div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    int8 sum1    = 0;</div><div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y */</span><span class="preprocessor"></span></div><div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;</div><div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    <span class="comment">// Row0</span></div><div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;    int8 left, middle, right;</div><div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;    GET_VALUES(src.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * src_stride_y, left, middle, right);</div><div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;    values0 += left * (int8)(w0.s0);</div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    values0 += middle * (int8)(w0.s1);</div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    values0 += right * (int8)(w0.s2);</div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;</div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;    sum0 += left + middle + right;</div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div><div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;    <span class="comment">// Row1</span></div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;    GET_VALUES(src.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * src_stride_y, left, middle, right);</div><div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;    values0 += left * (int8)(w1.s0);</div><div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;    values0 += middle * (int8)(w1.s1);</div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;    values0 += right * (int8)(w1.s2);</div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;    values1 += left * (int8)(w0.s0);</div><div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;    values1 += middle * (int8)(w0.s1);</div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;    values1 += right * (int8)(w0.s2);</div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;</div><div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;    int8 tmp = left + middle + right;</div><div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;    sum0 += tmp;</div><div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;    sum1 += tmp;</div><div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;</div><div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;    <span class="comment">// Row2</span></div><div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;    GET_VALUES(src.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 2 * src_stride_y, left, middle, right);</div><div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;    values0 += left * (int8)(w2.s0);</div><div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;    values0 += middle * (int8)(w2.s1);</div><div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;    values0 += right * (int8)(w2.s2);</div><div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;    values1 += left * (int8)(w1.s0);</div><div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;    values1 += middle * (int8)(w1.s1);</div><div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;    values1 += right * (int8)(w1.s2);</div><div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;</div><div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;    tmp = left + middle + right;</div><div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;    sum0 += tmp;</div><div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;    sum1 += tmp;</div><div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;</div><div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;    <span class="comment">// Row3</span></div><div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;    GET_VALUES(src.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 3 * src_stride_y, left, middle, right);</div><div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;    values1 += left * (int8)(w2.s0);</div><div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;    values1 += middle * (int8)(w2.s1);</div><div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;    values1 += right * (int8)(w2.s2);</div><div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;</div><div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;    sum1 += left + middle + right;</div><div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;</div><div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;    values0 += (int8)(bias_value);</div><div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;    values1 += (int8)(bias_value);</div><div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;<span class="preprocessor">#endif //defined(HAS_BIAS)</span></div><div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;</div><div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;    values0 += sum0 * (int8)(WEIGHTS_OFFSET);</div><div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;    values1 += sum1 * (int8)(WEIGHTS_OFFSET);</div><div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;</div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;    ushort  sum_weights = 0;</div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;    ushort3 tmp_we      = convert_ushort3(w0) + convert_ushort3(w1) + convert_ushort3(w2);</div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;    sum_weights += tmp_we.s0 + tmp_we.s1 + tmp_we.s2;</div><div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;    values0 += sum_weights * (int8)(INPUT_OFFSET);</div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;    values1 += sum_weights * (int8)(INPUT_OFFSET);</div><div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;</div><div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;<span class="preprocessor">#if K_OFFSET != 0</span></div><div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;    values0 += (int8)(K_OFFSET);</div><div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;    values1 += (int8)(K_OFFSET);</div><div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* K_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;</div><div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;    values0 = <a class="code" href="helpers__asymm_8h.xhtml#a86de0ffca367bfcf27a8ae5dd1fdef2d">ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE</a>(values0, OUTPUT_MULTIPLIER, OUTPUT_SHIFT, 8);</div><div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;    values0 += (int8)OUTPUT_OFFSET;</div><div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;    uchar8 res0 = convert_uchar8_sat(values0);</div><div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;    res0        = <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#ad91bb73431b4de1f4946ed949d444849">max</a>(res0, (uchar8)0);</div><div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;    res0        = <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aabcf39e3917f842dbc5fbb0d802f24d5">min</a>(res0, (uchar8)255);</div><div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;</div><div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;    vstore8(ACTIVATION_FUNC(res0), 0, dst.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>);</div><div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;</div><div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;    values1 = <a class="code" href="helpers__asymm_8h.xhtml#a86de0ffca367bfcf27a8ae5dd1fdef2d">ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE</a>(values1, OUTPUT_MULTIPLIER, OUTPUT_SHIFT, 8);</div><div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;    values1 += (int8)OUTPUT_OFFSET;</div><div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;    uchar8 res1 = convert_uchar8_sat(values1);</div><div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;    res1        = <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#ad91bb73431b4de1f4946ed949d444849">max</a>(res1, (uchar8)0);</div><div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;    res1        = <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aabcf39e3917f842dbc5fbb0d802f24d5">min</a>(res1, (uchar8)255);</div><div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;</div><div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;    vstore8(ACTIVATION_FUNC(res1), 0, dst.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + dst_stride_y);</div><div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;}</div><div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;</div><div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(CONV_STRIDE_Y) &amp;&amp; defined(CONV_STRIDE_X) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;</div><div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;<span class="preprocessor">#if defined(VEC_SIZE) &amp;&amp; defined(SRC_DEPTH) &amp;&amp; defined(CONV_PAD_TOP) &amp;&amp; defined(ROWS_READ)</span></div><div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;</div><div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;<span class="preprocessor">#define asymm_mult_by_quant_multiplier_less_than_one(x, y, z) ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE(x, y, z, VEC_SIZE)</span></div><div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;</div><div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;<span class="preprocessor">#define VEC_INT VEC_DATA_TYPE(int, VEC_SIZE)</span></div><div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;<span class="preprocessor">#define VEC_UCHAR VEC_DATA_TYPE(uchar, VEC_SIZE)</span></div><div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;</div><div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;<span class="preprocessor">#define BIFROST_MAD_4(acc, x, y)               \</span></div><div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;<span class="preprocessor">    ({                                         \</span></div><div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;<span class="preprocessor">        acc.s0 += (ushort)x.s0 * (ushort)y.s0; \</span></div><div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;<span class="preprocessor">        acc.s1 += (ushort)x.s1 * (ushort)y.s1; \</span></div><div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;<span class="preprocessor">        acc.s2 += (ushort)x.s2 * (ushort)y.s2; \</span></div><div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;<span class="preprocessor">        acc.s3 += (ushort)x.s3 * (ushort)y.s3; \</span></div><div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;<span class="preprocessor">    })</span></div><div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;</div><div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;<span class="preprocessor">#define BIFROST_MAD_ACC_4(acc, sum, x, y) \</span></div><div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;<span class="preprocessor">    ({                                    \</span></div><div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;<span class="preprocessor">        sum += CONVERT(x, VEC_INT);       \</span></div><div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;<span class="preprocessor">        BIFROST_MAD_4(acc, x, y);         \</span></div><div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;<span class="preprocessor">    })</span></div><div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;<span class="preprocessor">#define BIFROST_MAD_ACC_4(acc, sum, x, y) BIFROST_MAD_4(acc, x, y)</span></div><div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;</div><div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;__kernel <span class="keywordtype">void</span> depthwise_convolution_3x3_quantized_nhwc_stride1(</div><div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;    <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(src),</div><div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;    <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(dst),</div><div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;    <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(weights),</div><div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;#<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;    <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(biases)</div><div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;#endif <span class="comment">/* defined(HAS_BIAS) */</span></div><div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;)</div><div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;{</div><div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;    <a class="code" href="struct_image.xhtml">Image</a>  dst     = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(dst);</div><div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> weights = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(weights);</div><div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> biases = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(biases);</div><div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;</div><div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> bias_values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global <span class="keywordtype">int</span> *)biases.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>);</div><div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(HAS_BIAS) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;</div><div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;    __global uchar *first_elem = src_ptr + src_offset_first_element_in_bytes;</div><div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;</div><div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> z         = get_global_id(2);</div><div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> pad_offs  = -ROWS_READ * src_stride_y;</div><div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> src_offs0 = get_global_id(0) * src_step_x + get_global_id(1) * src_step_y + z * src_step_z - CONV_PAD_TOP * src_stride_z;</div><div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> src_offs1 = src_offs0 + src_stride_z;</div><div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> src_offs2 = src_offs1 + src_stride_z;</div><div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;</div><div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> cond_top    = z - CONV_PAD_TOP &lt; 0;</div><div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> cond_bottom = z * (src_step_z / src_stride_z) + 2 &gt; SRC_DEPTH;</div><div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;</div><div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;    __global uchar *src_addr0 = first_elem + select(src_offs0, pad_offs, cond_top);</div><div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;    __global uchar *src_addr1 = first_elem + src_offs1;</div><div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;    __global uchar *src_addr2 = first_elem + select(src_offs2, pad_offs, cond_bottom);</div><div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;</div><div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> sum_we = 0;</div><div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> acc0 = 0, acc1 = 0, acc2 = 0, acc3 = 0;</div><div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> sum0 = 0, sum1 = 0, sum2 = 0, sum3 = 0;</div><div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;</div><div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;    <span class="comment">// z == 0</span></div><div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w0, w1, w2;</div><div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;    w0 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * weights_stride_y);</div><div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;    w1 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * weights_stride_y);</div><div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;    w2 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 2 * weights_stride_y);</div><div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;</div><div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;    sum_we += <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;</div><div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w0);</div><div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;</div><div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;    src_addr0 += src_stride_y;</div><div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w1);</div><div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;    BIFROST_MAD_ACC_4(acc1, sum1, values, w0);</div><div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;</div><div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;    src_addr0 += src_stride_y;</div><div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w2);</div><div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;    BIFROST_MAD_ACC_4(acc1, sum1, values, w1);</div><div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w0);</div><div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;</div><div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;    src_addr0 += src_stride_y;</div><div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;    BIFROST_MAD_ACC_4(acc1, sum1, values, w2);</div><div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w1);</div><div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;    BIFROST_MAD_ACC_4(acc3, sum3, values, w0);</div><div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;</div><div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;    src_addr0 += src_stride_y;</div><div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w2);</div><div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;    BIFROST_MAD_ACC_4(acc3, sum3, values, w1);</div><div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;</div><div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;    src_addr0 += src_stride_y;</div><div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;    BIFROST_MAD_ACC_4(acc3, sum3, values, w2);</div><div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;</div><div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;    weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> += weights_stride_z;</div><div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;</div><div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;    <span class="comment">// z == 1</span></div><div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;    w0 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * weights_stride_y);</div><div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;    w1 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * weights_stride_y);</div><div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;    w2 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 2 * weights_stride_y);</div><div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;</div><div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;    sum_we += <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;</div><div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w0);</div><div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;</div><div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;    src_addr1 += src_stride_y;</div><div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w1);</div><div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;    BIFROST_MAD_ACC_4(acc1, sum1, values, w0);</div><div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;</div><div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;    src_addr1 += src_stride_y;</div><div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w2);</div><div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;    BIFROST_MAD_ACC_4(acc1, sum1, values, w1);</div><div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w0);</div><div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;</div><div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;    src_addr1 += src_stride_y;</div><div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;    BIFROST_MAD_ACC_4(acc1, sum1, values, w2);</div><div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w1);</div><div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;    BIFROST_MAD_ACC_4(acc3, sum3, values, w0);</div><div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;</div><div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;    src_addr1 += src_stride_y;</div><div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w2);</div><div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;    BIFROST_MAD_ACC_4(acc3, sum3, values, w1);</div><div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;</div><div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;    src_addr1 += src_stride_y;</div><div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;    BIFROST_MAD_ACC_4(acc3, sum3, values, w2);</div><div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;</div><div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;    weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> += weights_stride_z;</div><div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;</div><div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;    <span class="comment">// z == 2</span></div><div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;    w0 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * weights_stride_y);</div><div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;    w1 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * weights_stride_y);</div><div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;    w2 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 2 * weights_stride_y);</div><div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;</div><div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;    sum_we += <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;</div><div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w0);</div><div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;</div><div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;    src_addr2 += src_stride_y;</div><div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w1);</div><div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;    BIFROST_MAD_ACC_4(acc1, sum1, values, w0);</div><div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;</div><div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;    src_addr2 += src_stride_y;</div><div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w2);</div><div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;    BIFROST_MAD_ACC_4(acc1, sum1, values, w1);</div><div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w0);</div><div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;</div><div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;    src_addr2 += src_stride_y;</div><div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;    BIFROST_MAD_ACC_4(acc1, sum1, values, w2);</div><div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w1);</div><div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;    BIFROST_MAD_ACC_4(acc3, sum3, values, w0);</div><div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;</div><div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;    src_addr2 += src_stride_y;</div><div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w2);</div><div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;    BIFROST_MAD_ACC_4(acc3, sum3, values, w1);</div><div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;</div><div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;    src_addr2 += src_stride_y;</div><div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;    BIFROST_MAD_ACC_4(acc3, sum3, values, w2);</div><div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;</div><div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;    acc0 += bias_values;</div><div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;    acc1 += bias_values;</div><div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;    acc2 += bias_values;</div><div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;    acc3 += bias_values;</div><div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(HAS_BIAS) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;</div><div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;    acc0 += WEIGHTS_OFFSET * sum0;</div><div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;    acc1 += WEIGHTS_OFFSET * sum1;</div><div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;    acc2 += WEIGHTS_OFFSET * sum2;</div><div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;    acc3 += WEIGHTS_OFFSET * sum3;</div><div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;</div><div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> offs = INPUT_OFFSET * sum_we;</div><div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;</div><div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;    acc0 += offs;</div><div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;    acc1 += offs;</div><div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;    acc2 += offs;</div><div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;    acc3 += offs;</div><div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;</div><div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;<span class="preprocessor">#if K_OFFSET != 0</span></div><div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;    acc0 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;    acc1 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;    acc2 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;    acc3 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* K_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;</div><div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;    acc0 = asymm_mult_by_quant_multiplier_less_than_one(acc0, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;    acc1 = asymm_mult_by_quant_multiplier_less_than_one(acc1, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;    acc2 = asymm_mult_by_quant_multiplier_less_than_one(acc2, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;    acc3 = asymm_mult_by_quant_multiplier_less_than_one(acc3, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;</div><div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;    acc0 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;    acc1 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;    acc2 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;    acc3 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;</div><div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res0 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res1 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res2 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res3 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc3, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;</div><div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;    res0 = <a class="code" href="helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;    res1 = <a class="code" href="helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res1, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;    res2 = <a class="code" href="helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res2, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;    res3 = <a class="code" href="helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res3, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;</div><div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;    <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;    (res0, 0, dst.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * dst_stride_y);</div><div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;    <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;    (res1, 0, dst.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * dst_stride_y);</div><div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;    <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;    (res2, 0, dst.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 2 * dst_stride_y);</div><div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;    <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;    (res3, 0, dst.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 3 * dst_stride_y);</div><div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;}</div><div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;</div><div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;__kernel <span class="keywordtype">void</span> depthwise_convolution_3x3_quantized_nhwc_stride2(</div><div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;    <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(src),</div><div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;    <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(dst),</div><div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;    <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(weights),</div><div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;#<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;    <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(biases)</div><div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;#endif <span class="comment">/* defined(HAS_BIAS) */</span></div><div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;)</div><div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;{</div><div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;    <a class="code" href="struct_image.xhtml">Image</a>  dst     = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(dst);</div><div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> weights = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(weights);</div><div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> biases = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(biases);</div><div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;</div><div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> bias_values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global <span class="keywordtype">int</span> *)biases.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>);</div><div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(HAS_BIAS) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;</div><div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;    __global uchar *first_elem = src_ptr + src_offset_first_element_in_bytes;</div><div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;</div><div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> z         = get_global_id(2);</div><div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> pad_offs  = -ROWS_READ * src_stride_y;</div><div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> src_offs0 = get_global_id(0) * src_step_x + get_global_id(1) * src_step_y + z * src_step_z - CONV_PAD_TOP * src_stride_z;</div><div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> src_offs1 = src_offs0 + src_stride_z;</div><div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> src_offs2 = src_offs1 + src_stride_z;</div><div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;</div><div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> cond_top    = z - CONV_PAD_TOP &lt; 0;</div><div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;    <span class="keyword">const</span> <span class="keywordtype">int</span> cond_bottom = z * (src_step_z / src_stride_z) + 2 &gt; SRC_DEPTH;</div><div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;</div><div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;    __global uchar *src_addr0 = first_elem + select(src_offs0, pad_offs, cond_top);</div><div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;    __global uchar *src_addr1 = first_elem + src_offs1;</div><div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;    __global uchar *src_addr2 = first_elem + select(src_offs2, pad_offs, cond_bottom);</div><div class="line"><a name="l00590"></a><span class="lineno">  590</span>&#160;</div><div class="line"><a name="l00591"></a><span class="lineno">  591</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> sum_we = 0;</div><div class="line"><a name="l00592"></a><span class="lineno">  592</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> acc0 = 0, acc2 = 0;</div><div class="line"><a name="l00593"></a><span class="lineno">  593</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> sum0 = 0, sum2 = 0;</div><div class="line"><a name="l00594"></a><span class="lineno">  594</span>&#160;</div><div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;    <span class="comment">// z == 0</span></div><div class="line"><a name="l00596"></a><span class="lineno">  596</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w0, w1, w2;</div><div class="line"><a name="l00597"></a><span class="lineno">  597</span>&#160;    w0 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * weights_stride_y);</div><div class="line"><a name="l00598"></a><span class="lineno">  598</span>&#160;    w1 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * weights_stride_y);</div><div class="line"><a name="l00599"></a><span class="lineno">  599</span>&#160;    w2 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 2 * weights_stride_y);</div><div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;</div><div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00602"></a><span class="lineno">  602</span>&#160;    sum_we += <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00604"></a><span class="lineno">  604</span>&#160;</div><div class="line"><a name="l00605"></a><span class="lineno">  605</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00606"></a><span class="lineno">  606</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w0);</div><div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160;</div><div class="line"><a name="l00608"></a><span class="lineno">  608</span>&#160;    src_addr0 += src_stride_y;</div><div class="line"><a name="l00609"></a><span class="lineno">  609</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00610"></a><span class="lineno">  610</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w1);</div><div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160;</div><div class="line"><a name="l00612"></a><span class="lineno">  612</span>&#160;    src_addr0 += src_stride_y;</div><div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w2);</div><div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w0);</div><div class="line"><a name="l00616"></a><span class="lineno">  616</span>&#160;</div><div class="line"><a name="l00617"></a><span class="lineno">  617</span>&#160;    src_addr0 += src_stride_y;</div><div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w1);</div><div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;</div><div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;    src_addr0 += src_stride_y;</div><div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr0);</div><div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w2);</div><div class="line"><a name="l00624"></a><span class="lineno">  624</span>&#160;</div><div class="line"><a name="l00625"></a><span class="lineno">  625</span>&#160;    weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> += weights_stride_z;</div><div class="line"><a name="l00626"></a><span class="lineno">  626</span>&#160;</div><div class="line"><a name="l00627"></a><span class="lineno">  627</span>&#160;    <span class="comment">// z == 1</span></div><div class="line"><a name="l00628"></a><span class="lineno">  628</span>&#160;    w0 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * weights_stride_y);</div><div class="line"><a name="l00629"></a><span class="lineno">  629</span>&#160;    w1 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * weights_stride_y);</div><div class="line"><a name="l00630"></a><span class="lineno">  630</span>&#160;    w2 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 2 * weights_stride_y);</div><div class="line"><a name="l00631"></a><span class="lineno">  631</span>&#160;</div><div class="line"><a name="l00632"></a><span class="lineno">  632</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00633"></a><span class="lineno">  633</span>&#160;    sum_we += <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l00634"></a><span class="lineno">  634</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00635"></a><span class="lineno">  635</span>&#160;</div><div class="line"><a name="l00636"></a><span class="lineno">  636</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00637"></a><span class="lineno">  637</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w0);</div><div class="line"><a name="l00638"></a><span class="lineno">  638</span>&#160;</div><div class="line"><a name="l00639"></a><span class="lineno">  639</span>&#160;    src_addr1 += src_stride_y;</div><div class="line"><a name="l00640"></a><span class="lineno">  640</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00641"></a><span class="lineno">  641</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w1);</div><div class="line"><a name="l00642"></a><span class="lineno">  642</span>&#160;</div><div class="line"><a name="l00643"></a><span class="lineno">  643</span>&#160;    src_addr1 += src_stride_y;</div><div class="line"><a name="l00644"></a><span class="lineno">  644</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w2);</div><div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w0);</div><div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;</div><div class="line"><a name="l00648"></a><span class="lineno">  648</span>&#160;    src_addr1 += src_stride_y;</div><div class="line"><a name="l00649"></a><span class="lineno">  649</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w1);</div><div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;</div><div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;    src_addr1 += src_stride_y;</div><div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr1);</div><div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w2);</div><div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;</div><div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;    weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> += weights_stride_z;</div><div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;</div><div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;    <span class="comment">// z == 2</span></div><div class="line"><a name="l00659"></a><span class="lineno">  659</span>&#160;    w0 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * weights_stride_y);</div><div class="line"><a name="l00660"></a><span class="lineno">  660</span>&#160;    w1 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * weights_stride_y);</div><div class="line"><a name="l00661"></a><span class="lineno">  661</span>&#160;    w2 = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 2 * weights_stride_y);</div><div class="line"><a name="l00662"></a><span class="lineno">  662</span>&#160;</div><div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00664"></a><span class="lineno">  664</span>&#160;    sum_we += <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;</div><div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w0);</div><div class="line"><a name="l00669"></a><span class="lineno">  669</span>&#160;</div><div class="line"><a name="l00670"></a><span class="lineno">  670</span>&#160;    src_addr2 += src_stride_y;</div><div class="line"><a name="l00671"></a><span class="lineno">  671</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00672"></a><span class="lineno">  672</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w1);</div><div class="line"><a name="l00673"></a><span class="lineno">  673</span>&#160;</div><div class="line"><a name="l00674"></a><span class="lineno">  674</span>&#160;    src_addr2 += src_stride_y;</div><div class="line"><a name="l00675"></a><span class="lineno">  675</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00676"></a><span class="lineno">  676</span>&#160;    BIFROST_MAD_ACC_4(acc0, sum0, values, w2);</div><div class="line"><a name="l00677"></a><span class="lineno">  677</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w0);</div><div class="line"><a name="l00678"></a><span class="lineno">  678</span>&#160;</div><div class="line"><a name="l00679"></a><span class="lineno">  679</span>&#160;    src_addr2 += src_stride_y;</div><div class="line"><a name="l00680"></a><span class="lineno">  680</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00681"></a><span class="lineno">  681</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w1);</div><div class="line"><a name="l00682"></a><span class="lineno">  682</span>&#160;</div><div class="line"><a name="l00683"></a><span class="lineno">  683</span>&#160;    src_addr2 += src_stride_y;</div><div class="line"><a name="l00684"></a><span class="lineno">  684</span>&#160;    values = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr2);</div><div class="line"><a name="l00685"></a><span class="lineno">  685</span>&#160;    BIFROST_MAD_ACC_4(acc2, sum2, values, w2);</div><div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;</div><div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;    acc0 += bias_values;</div><div class="line"><a name="l00689"></a><span class="lineno">  689</span>&#160;    acc2 += bias_values;</div><div class="line"><a name="l00690"></a><span class="lineno">  690</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(HAS_BIAS) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;</div><div class="line"><a name="l00692"></a><span class="lineno">  692</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00693"></a><span class="lineno">  693</span>&#160;    acc0 += WEIGHTS_OFFSET * sum0;</div><div class="line"><a name="l00694"></a><span class="lineno">  694</span>&#160;    acc2 += WEIGHTS_OFFSET * sum2;</div><div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00696"></a><span class="lineno">  696</span>&#160;</div><div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> offs = INPUT_OFFSET * sum_we;</div><div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160;</div><div class="line"><a name="l00700"></a><span class="lineno">  700</span>&#160;    acc0 += offs;</div><div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;    acc2 += offs;</div><div class="line"><a name="l00702"></a><span class="lineno">  702</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00703"></a><span class="lineno">  703</span>&#160;</div><div class="line"><a name="l00704"></a><span class="lineno">  704</span>&#160;<span class="preprocessor">#if K_OFFSET != 0</span></div><div class="line"><a name="l00705"></a><span class="lineno">  705</span>&#160;    acc0 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l00706"></a><span class="lineno">  706</span>&#160;    acc2 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l00707"></a><span class="lineno">  707</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* K_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00708"></a><span class="lineno">  708</span>&#160;</div><div class="line"><a name="l00709"></a><span class="lineno">  709</span>&#160;    acc0 = asymm_mult_by_quant_multiplier_less_than_one(acc0, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l00710"></a><span class="lineno">  710</span>&#160;    acc2 = asymm_mult_by_quant_multiplier_less_than_one(acc2, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l00711"></a><span class="lineno">  711</span>&#160;    acc0 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l00712"></a><span class="lineno">  712</span>&#160;    acc2 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res0 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l00714"></a><span class="lineno">  714</span>&#160;    <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res2 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;    res0           = <a class="code" href="helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l00716"></a><span class="lineno">  716</span>&#160;    res2           = <a class="code" href="helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res2, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l00717"></a><span class="lineno">  717</span>&#160;</div><div class="line"><a name="l00718"></a><span class="lineno">  718</span>&#160;    <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00719"></a><span class="lineno">  719</span>&#160;    (res0, 0, dst.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 0 * dst_stride_y);</div><div class="line"><a name="l00720"></a><span class="lineno">  720</span>&#160;    <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00721"></a><span class="lineno">  721</span>&#160;    (res2, 0, dst.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> + 1 * dst_stride_y);</div><div class="line"><a name="l00722"></a><span class="lineno">  722</span>&#160;}</div><div class="line"><a name="l00723"></a><span class="lineno">  723</span>&#160;</div><div class="line"><a name="l00724"></a><span class="lineno">  724</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(VEC_SIZE) &amp;&amp; defined(SRC_DEPTH) &amp;&amp; defined(CONV_PAD_TOP) &amp;&amp; defined(ROWS_READ) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00725"></a><span class="lineno">  725</span>&#160;</div><div class="line"><a name="l00726"></a><span class="lineno">  726</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(WEIGHTS_OFFSET) &amp;&amp; defined(INPUT_OFFSET) &amp;&amp; defined(K_OFFSET) &amp;&amp; defined(OUTPUT_OFFSET) &amp;&amp; defined(OUTPUT_MULTIPLIER) &amp;&amp; defined(OUTPUT_SHIFT) */</span><span class="preprocessor"></span></div><div class="ttc" id="struct_vector_xhtml"><div class="ttname"><a href="struct_vector.xhtml">Vector</a></div><div class="ttdoc">Structure to hold Vector information. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00134">helpers.h:134</a></div></div>
<div class="ttc" id="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail_xhtml_aabcf39e3917f842dbc5fbb0d802f24d5"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aabcf39e3917f842dbc5fbb0d802f24d5">arm_compute::test::fixed_point_arithmetic::detail::min</a></div><div class="ttdeci">fixed_point&lt; T &gt; min(fixed_point&lt; T &gt; x, fixed_point&lt; T &gt; y)</div><div class="ttdef"><b>Definition:</b> <a href="tests_2validation_2_fixed_point_8h_source.xhtml#l00897">FixedPoint.h:897</a></div></div>
<div class="ttc" id="fixed__point_8h_xhtml_aa8d95ba04fc73845abc6045952cae5be"><div class="ttname"><a href="fixed__point_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a></div><div class="ttdeci">#define CONVERT(x, type)</div><div class="ttdef"><b>Definition:</b> <a href="fixed__point_8h_source.xhtml#l00098">fixed_point.h:98</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a287e2fc366c312b468382c95bb90f91f"><div class="ttname"><a href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a></div><div class="ttdeci">#define VLOAD(size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00042">helpers.h:42</a></div></div>
<div class="ttc" id="activation__layer__qa8_8cl_xhtml"><div class="ttname"><a href="activation__layer__qa8_8cl.xhtml">activation_layer_qa8.cl</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a31c8c760f08fb1a331b16b7c204321dc"><div class="ttname"><a href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a></div><div class="ttdeci">#define CONVERT_TO_TENSOR3D_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00119">helpers.h:119</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a527bfdf5eeb306f1cf01c4a8e29f38e0"><div class="ttname"><a href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a></div><div class="ttdeci">#define CONVERT_TO_VECTOR_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00098">helpers.h:98</a></div></div>
<div class="ttc" id="direct__convolution1x1_8cl_xhtml_a1f15728672380ade7a238f5e783d54d2"><div class="ttname"><a href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a></div><div class="ttdeci">#define CONVERT_SAT(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="direct__convolution1x1_8cl_source.xhtml#l00040">direct_convolution1x1.cl:40</a></div></div>
<div class="ttc" id="struct_tensor3_d_xhtml"><div class="ttname"><a href="struct_tensor3_d.xhtml">Tensor3D</a></div><div class="ttdoc">Structure to hold 3D tensor information. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00151">helpers.h:151</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_acb282042d1edeeaa3cc979a206f78b54"><div class="ttname"><a href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a></div><div class="ttdeci">#define VSTORE(size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00045">helpers.h:45</a></div></div>
<div class="ttc" id="struct_vector_xhtml_acf52c23cbd7424606c10a606524e3e32"><div class="ttname"><a href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">Vector::ptr</a></div><div class="ttdeci">__global uchar * ptr</div><div class="ttdoc">Pointer to the starting postion of the buffer. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00136">helpers.h:136</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_aabdbe431f2713c5c2604cb9872b66aab"><div class="ttname"><a href="helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a></div><div class="ttdeci">#define CLAMP(x, min_val, max_val)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00039">helpers.h:39</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a40a6eb9f2a7712f08d6bb8ff6c9e6ca7"><div class="ttname"><a href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a></div><div class="ttdeci">#define VECTOR_DECLARATION(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00062">helpers.h:62</a></div></div>
<div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_adbf67dcee294e673cf796f1ed8aeb6a4"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">arm_compute::test::validation::dst</a></div><div class="ttdeci">CLTensor dst</div><div class="ttdef"><b>Definition:</b> <a href="_c_l_2_convolution_8cpp_source.xhtml#l00137">Convolution.cpp:137</a></div></div>
<div class="ttc" id="softmax__layer__quantized_8cl_xhtml_aee190caf3b3571e939ac129e12c368cd"><div class="ttname"><a href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a></div><div class="ttdeci">#define VEC_INT</div><div class="ttdef"><b>Definition:</b> <a href="softmax__layer__quantized_8cl_source.xhtml#l00064">softmax_layer_quantized.cl:64</a></div></div>
<div class="ttc" id="struct_image_xhtml"><div class="ttname"><a href="struct_image.xhtml">Image</a></div><div class="ttdoc">Structure to hold Image information. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00142">helpers.h:142</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a6b83038822d1ae7ab619b684ed3b7fc0"><div class="ttname"><a href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a></div><div class="ttdeci">#define TENSOR3D_DECLARATION(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00076">helpers.h:76</a></div></div>
<div class="ttc" id="struct_image_xhtml_acf52c23cbd7424606c10a606524e3e32"><div class="ttname"><a href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">Image::ptr</a></div><div class="ttdeci">__global uchar * ptr</div><div class="ttdoc">Pointer to the starting postion of the buffer. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00144">helpers.h:144</a></div></div>
<div class="ttc" id="helpers__asymm_8h_xhtml"><div class="ttname"><a href="helpers__asymm_8h.xhtml">helpers_asymm.h</a></div></div>
<div class="ttc" id="softmax__layer__quantized_8cl_xhtml_af5987b09a234231612b2b1eded343025"><div class="ttname"><a href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a></div><div class="ttdeci">#define VEC_UCHAR</div><div class="ttdef"><b>Definition:</b> <a href="softmax__layer__quantized_8cl_source.xhtml#l00062">softmax_layer_quantized.cl:62</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a64d779f80eeb923e0ab2313433f7b40b"><div class="ttname"><a href="helpers_8h.xhtml#a64d779f80eeb923e0ab2313433f7b40b">CONVERT_TO_VECTOR_STRUCT_NO_STEP</a></div><div class="ttdeci">#define CONVERT_TO_VECTOR_STRUCT_NO_STEP(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00101">helpers.h:101</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a7e4940407322d6f0ccb8b6b86b856019"><div class="ttname"><a href="helpers_8h.xhtml#a7e4940407322d6f0ccb8b6b86b856019">vector_offset</a></div><div class="ttdeci">__global const uchar * vector_offset(const Vector *vec, int x)</div><div class="ttdoc">Get the pointer position of a Vector. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00292">helpers.h:292</a></div></div>
<div class="ttc" id="helpers__asymm_8h_xhtml_a86de0ffca367bfcf27a8ae5dd1fdef2d"><div class="ttname"><a href="helpers__asymm_8h.xhtml#a86de0ffca367bfcf27a8ae5dd1fdef2d">ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE</a></div><div class="ttdeci">#define ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE(x, quantized_multiplier, right_shift, size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers__asymm_8h_source.xhtml#l00297">helpers_asymm.h:297</a></div></div>
<div class="ttc" id="helpers_8h_xhtml_a541f8db866a0fa93ee67d58ea31a7d0c"><div class="ttname"><a href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a></div><div class="ttdeci">#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00116">helpers.h:116</a></div></div>
<div class="ttc" id="struct_tensor3_d_xhtml_acf52c23cbd7424606c10a606524e3e32"><div class="ttname"><a href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">Tensor3D::ptr</a></div><div class="ttdeci">__global uchar * ptr</div><div class="ttdoc">Pointer to the starting postion of the buffer. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00153">helpers.h:153</a></div></div>
<div class="ttc" id="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail_xhtml_ad91bb73431b4de1f4946ed949d444849"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#ad91bb73431b4de1f4946ed949d444849">arm_compute::test::fixed_point_arithmetic::detail::max</a></div><div class="ttdeci">fixed_point&lt; T &gt; max(fixed_point&lt; T &gt; x, fixed_point&lt; T &gt; y)</div><div class="ttdef"><b>Definition:</b> <a href="tests_2validation_2_fixed_point_8h_source.xhtml#l00902">FixedPoint.h:902</a></div></div>
<div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a6743f0a130e8311e6f5b1a23df102472"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">arm_compute::test::validation::src</a></div><div class="ttdeci">convolution configure &amp; src</div><div class="ttdef"><b>Definition:</b> <a href="_c_l_2_convolution_8cpp_source.xhtml#l00147">Convolution.cpp:147</a></div></div>
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